{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "f8e2f855-ba48-4d07-a373-465a7c1de053",
   "metadata": {},
   "source": [
    "多输⼊通道和多输出通道"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "310c4ce3-9f87-4981-b1ff-0754ac3f0db5",
   "metadata": {},
   "source": [
    "1.1多输入通道"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f49ceb5b-270e-48af-80a3-bb637e8756b1",
   "metadata": {},
   "source": [
    "当输入数据包含多通道时，我们需要构造一个输入通道数与输入数据的通道数相同的卷积核，从而保证可以与卷积核进行互相关运算。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "372cbd08-6933-4814-bf31-e7d5e0c51aa8",
   "metadata": {},
   "source": [
    "假设输入数据的通道是Ci，当Ci=1时，卷积核只包含一个形状为Kh和Kw的二维数组。当Ci>1时，会为每个通道各分配一个形状为Kw和Kh的核数组。把Ci个数组在输入通道维上连结，在各个通道上对二维数组与卷积核做互相关运算，再将这个互相关运算的二维数组按通道相加，得到一个二维数组。"
   ]
  },
  {
   "attachments": {
    "123764b5-7244-42c6-8881-9474f71b2680.png": {
     "image/png": "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"
    }
   },
   "cell_type": "markdown",
   "id": "a262ede9-65a6-4e2e-99f2-155ba6e9d8e4",
   "metadata": {},
   "source": [
    "![image.png](attachment:123764b5-7244-42c6-8881-9474f71b2680.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "ea44679f-d52b-4d50-9daf-24fca7e4d987",
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "from torch import nn\n",
    "import sys\n",
    "sys.path.append(\"..\") \n",
    "import d2lzh_pytorch as d2l\n",
    "def corr2d_multi_in(X, K):\n",
    "    # 沿着X和K的第0维（通道维）分别计算再相加\n",
    "    res = d2l.corr2d(X[0, :, :], K[0, :, :])\n",
    "    for i in range(1, X.shape[0]):\n",
    "        res += d2l.corr2d(X[i, :, :], K[i, :, :])\n",
    "    return res"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "77d5184a-db1a-452a-ae8b-2d2971a6ce20",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([[ 56.,  72.],\n",
       "        [104., 120.]])"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X = torch.tensor([[[0, 1, 2], [3, 4, 5], [6, 7, 8]],\n",
    "    [[1, 2, 3], [4, 5, 6], [7, 8, 9]]])\n",
    "K = torch.tensor([[[0, 1], [2, 3]], [[1, 2], [3, 4]]])\n",
    "corr2d_multi_in(X, K)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7d8cd7dc-2f71-4abc-afc8-d8c1985e9f46",
   "metadata": {},
   "source": [
    "1.2多输出通道"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3dc896d7-1aad-4d4e-a558-c9a746701583",
   "metadata": {},
   "source": [
    "如果希望得到含多\n",
    "个通道的输出，我们可以为每个输出通道分别创建形状为Ci×Kh×Kw的核数组。将它们在输出通道维\n",
    "上连结，卷积核的形状即Co×Ci×Kh×Kw。在做互相关运算时，每个输出通道上的结果由卷积核在\n",
    "该输出通道上的核数组与整个输⼊数组计算⽽来。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "d3cab529-6721-4838-a195-cdf4956a90b9",
   "metadata": {},
   "outputs": [],
   "source": [
    "def corr2d_multi_in_out(X, K):\n",
    "    # 对K的第0维遍历，每次同输⼊X做互相关计算。所有结果使⽤stack函数合并在⼀起\n",
    "    return torch.stack([corr2d_multi_in(X, k) for k in K])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "76936ea8-0f0e-4df6-8ba0-254ff826dbb4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([3, 2, 2, 2])"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "K = torch.stack([K, K + 1, K + 2])\n",
    "K.shape # torch.Size([3, 2, 2, 2])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "ab6cf9d8-ca26-4a16-ab89-7b1008f157fd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([[[ 56.,  72.],\n",
       "         [104., 120.]],\n",
       "\n",
       "        [[ 76., 100.],\n",
       "         [148., 172.]],\n",
       "\n",
       "        [[ 96., 128.],\n",
       "         [192., 224.]]])"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "corr2d_multi_in_out(X, K)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d4370933-64c6-4a1d-bd09-a59c6e608bd6",
   "metadata": {},
   "source": [
    "1.3 1×1卷积层"
   ]
  },
  {
   "attachments": {
    "df6b42c0-9dfe-4864-bb1e-7d5368275261.png": {
     "image/png": "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"
    }
   },
   "cell_type": "markdown",
   "id": "62b93295-1f17-4698-a315-e26f032e4eb1",
   "metadata": {},
   "source": [
    "![image.png](attachment:df6b42c0-9dfe-4864-bb1e-7d5368275261.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "cf2a40bd-79db-4ac0-87a7-3363123dc652",
   "metadata": {},
   "outputs": [],
   "source": [
    "def corr2d_multi_in_out_1x1(X, K):\n",
    "    c_i, h, w = X.shape\n",
    "    c_o = K.shape[0]\n",
    "    X = X.view(c_i, h * w)\n",
    "    K = K.view(c_o, c_i)\n",
    "    Y = torch.mm(K, X) # 全连接层的矩阵乘法\n",
    "    return Y.view(c_o, h, w)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9c1f3307-60e6-458e-b702-a8260831807c",
   "metadata": {},
   "source": [
    "1×1卷积层可以实现不同通道之间的的信息融合和交互，可以对所有的通道进行加权求和。可以整合跨通道的信息，捕捉模型中更复杂的特征。同时1×1卷积层可以改变通道数，实现升维与降维的效果，可以减少参数的数量"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "1e5fbc5e-9e88-45d9-8cda-693899039951",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X = torch.rand(3, 3, 3)\n",
    "K = torch.rand(2, 3, 1, 1)\n",
    "Y1 = corr2d_multi_in_out_1x1(X, K)\n",
    "Y2 = corr2d_multi_in_out(X, K)\n",
    "(Y1 - Y2).norm().item() < 1e-6"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "325f5c6c-3eaa-4588-a281-f613b3fcfeba",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [conda env:pytorch]",
   "language": "python",
   "name": "deep_learning"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.15"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
